{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn import tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf_l=np.load('lensesTree.npy',allow_pickle=True).item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.6, 0.9166666666666666, 'x[3] <= 0.5\\nentropy = 1.326\\nsamples = 24\\nvalue = [4, 15, 5]'),\n",
       " Text(0.5, 0.75, 'x[2] <= 0.5\\nentropy = 1.555\\nsamples = 12\\nvalue = [4, 3, 5]'),\n",
       " Text(0.2, 0.5833333333333334, 'x[1] <= 0.5\\nentropy = 0.65\\nsamples = 6\\nvalue = [0, 1, 5]'),\n",
       " Text(0.1, 0.4166666666666667, 'entropy = 0.0\\nsamples = 3\\nvalue = [0, 0, 3]'),\n",
       " Text(0.3, 0.4166666666666667, 'x[0] <= 0.5\\nentropy = 0.918\\nsamples = 3\\nvalue = [0, 1, 2]'),\n",
       " Text(0.2, 0.25, 'entropy = 0.0\\nsamples = 1\\nvalue = [0, 0, 1]'),\n",
       " Text(0.4, 0.25, 'x[0] <= 1.5\\nentropy = 1.0\\nsamples = 2\\nvalue = [0, 1, 1]'),\n",
       " Text(0.3, 0.08333333333333333, 'entropy = 0.0\\nsamples = 1\\nvalue = [0, 1, 0]'),\n",
       " Text(0.5, 0.08333333333333333, 'entropy = 0.0\\nsamples = 1\\nvalue = [0, 0, 1]'),\n",
       " Text(0.8, 0.5833333333333334, 'x[1] <= 0.5\\nentropy = 0.918\\nsamples = 6\\nvalue = [4, 2, 0]'),\n",
       " Text(0.7, 0.4166666666666667, 'x[0] <= 1.5\\nentropy = 0.918\\nsamples = 3\\nvalue = [1, 2, 0]'),\n",
       " Text(0.6, 0.25, 'entropy = 0.0\\nsamples = 2\\nvalue = [0, 2, 0]'),\n",
       " Text(0.8, 0.25, 'entropy = 0.0\\nsamples = 1\\nvalue = [1, 0, 0]'),\n",
       " Text(0.9, 0.4166666666666667, 'entropy = 0.0\\nsamples = 3\\nvalue = [3, 0, 0]'),\n",
       " Text(0.7, 0.75, 'entropy = 0.0\\nsamples = 12\\nvalue = [0, 12, 0]')]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tree.plot_tree(clf_l,filled=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.9 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.9"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "774a858b74b9162cfeaabab2cd52460f9ad2aea53b492b6366c174bcba156af9"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
